Simultaneous Hierarchical Clustering for Cell Formation Problems with Production Information

Joint Authors

Zhu, Yingyu
Li, Simon

Source

Mathematical Problems in Engineering

Issue

Vol. 2018, Issue 2018 (31 Dec. 2018), pp.1-13, 13 p.

Publisher

Hindawi Publishing Corporation

Publication Date

2018-05-20

Country of Publication

Egypt

No. of Pages

13

Main Subjects

Civil Engineering

Abstract EN

The purpose of this paper is to advance the similarity coefficient method to solve cell formation (CF) problems in two aspects.

Firstly, while numerous similarity coefficients have been proposed to incorporate different production factors in literature, a weighted sum formulation is applied to aggregate them into a nonbinary matrix to indicate the dependency strength among machines and parts.

This practice allows flexible incorporation of multiple production factors in the resolution of CF problems.

Secondly, a two-mode similarity coefficient is applied to simultaneously form machine groups and part families based on the classical framework of hierarchical clustering.

This practice not only eliminates the sequential process of grouping machines (or parts) first and then assigning parts (or machines), but also improves the quality of solutions.

The proposed clustering method has been tested through twelve literature examples.

The results demonstrate that the proposed method can at least yield solutions comparable to the solutions obtained by metaheuristics.

It can yield better results in some instances, as well.

American Psychological Association (APA)

Zhu, Yingyu& Li, Simon. 2018. Simultaneous Hierarchical Clustering for Cell Formation Problems with Production Information. Mathematical Problems in Engineering،Vol. 2018, no. 2018, pp.1-13.
https://search.emarefa.net/detail/BIM-1206490

Modern Language Association (MLA)

Zhu, Yingyu& Li, Simon. Simultaneous Hierarchical Clustering for Cell Formation Problems with Production Information. Mathematical Problems in Engineering No. 2018 (2018), pp.1-13.
https://search.emarefa.net/detail/BIM-1206490

American Medical Association (AMA)

Zhu, Yingyu& Li, Simon. Simultaneous Hierarchical Clustering for Cell Formation Problems with Production Information. Mathematical Problems in Engineering. 2018. Vol. 2018, no. 2018, pp.1-13.
https://search.emarefa.net/detail/BIM-1206490

Data Type

Journal Articles

Language

English

Notes

Includes bibliographical references

Record ID

BIM-1206490